Evidence map›Paper›PMID 41436681›Full record

ArticleDiscover oncology2025

Identification of cancer-associated fibroblast signature genes for potential biomarkers in cholangiocarcinoma: a Mendelian randomization study.

Sheng Hu, Lu Chen, Lixin Liu, Xiaowen Zhang, Chuqi Xia, Ya Zhu, Hao Zou, Tao Wang

Abstract read
In one paragraph

Article in Discover oncology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Sheng Hu *Department of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, No. 374, Dianmain Road, Kunming, China.
Lu Chen *Department of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, No. 374, Dianmain Road, Kunming, China.
Lixin LiuDepartment of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, No. 374, Dianmain Road, Kunming, China.
Xiaowen ZhangDepartment of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, No. 374, Dianmain Road, Kunming, China.
Chuqi XiaDepartment of Gastrointestinal Surgery, The Second Affiliated Hospital of Kunming Medical University, Kunming, China.
Ya ZhuDepartment of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, No. 374, Dianmain Road, Kunming, China.
Hao ZouDepartment of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, No. 374, Dianmain Road, Kunming, China. haozoukm@163.com.
Tao WangDepartment of Hepatopancreatobiliary Surgery, The Second Affiliated Hospital of Kunming Medical University, No. 374, Dianmain Road, Kunming, China. 540373973@qq.com.

Funding

Applied Basic Research Joint special Fund project of Science and Technology Department of Yunnan Province and Kunming Medical University 202201AY070001-102Applied Basic Research Joint special Fund project of Science and Technology Department of Yunnan Province and Kunming Medical University 202301AY070001-269Kunming Institute of Zoology - State Key Laboratory of Genetics and Evolution Open Project GREKF21-11Kunming Medical University graduate Education Innovation Fund 2024S301National Natural Science Foundation of China 82360137Yunnan Medical Discipline Leader Training Program D-2019012Yunnan Provincial Science and Technology Program - Basic Research Project 202501AY070001-100Yunnan Provincial Ten Thousand-Talent Program-Famous Doctor YNWR-MY-2018-073
6 · The paper itself

Abstract

backgroundCancer-associated fibroblasts (CAFs), integral components of the tumor microenvironment, substantially influence cholangiocarcinoma (CCA) progression and clinical outcomes. This study aimed to identify CAF-related genes implicated in CCA pathogenesis.

methodsDifferentially expressed genes (DEGs) between CCA and non-tumorous samples were extracted from the Gene Expression Omnibus GSE107943 dataset, then intersected with cancer-associated fibroblast signature genes (CAFSGs) to derive DE-CAFSGs. Mendelian randomization (MR) analysis was subsequently conducted to determine causally linked biomarkers. The diagnostic efficacy of these biomarkers was evaluated via receiver operating characteristic (ROC) curve analysis using data from GSE107943 and the TCGA-CHOL cohort. Functional annotation of representative DE-CAFSGs was performed through single-gene gene set enrichment analysis. The expression trends of these biomarkers were preliminarily explored using RT-PCR, Western blotting, and immunohistochemistry.

resultsA total of 135 DE-CAFSGs were identified, among which GRN, PLXNC1, and ORMDL3 emerged as CCA-associated biomarkers. GRN and PLXNC1 were identified as risk-associated, while ORMDL3 exhibited a protective association. Each demonstrated robust discriminatory capacity, with area under the ROC curve values exceeding 0.8 in both datasets. Enrichment analysis revealed significant associations with pathways including retinol metabolism, cytochrome P450-mediated drug metabolism, and the complement and coagulation cascades.

conclusionGRN, PLXNC1, and ORMDL3 represent key CAF-associated genes in CCA, shedding light on potential molecular mechanisms of disease development.

Indexed as

Cancer-associated fibroblast signature genesCholangiocarcinomaDifferentially expressed analysisEnrichment analysis1Mendelian randomization

Identifiers

PMID41436681
PMCPMC12847485

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